If you are found to be eligible to take part in this study, you will begin taking erlotinib hydrochloride (a pill) by mouth once a day. You should take it at about the same time each day, at least 1 hour before or 2 hours after a meal. You should swallow the pill with about a cup (8 ounces) of water.